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Research:Question-24-AI-Integration-Success-Factors
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=== Team Composition Impact === Team characteristics significantly influence integration outcomes: '''High-Success Team Profiles:''' * Senior-junior developer balance (60/40 ratio optimal) * Previous experience with developer tools adoption * Strong collaborative culture and communication patterns * Willingness to experiment and adapt workflows '''Integration-Challenging Team Profiles:''' * Predominantly senior developers with established workflows * High individual productivity variance within team * Limited previous tool adoption experience * Strong resistance to workflow changes '''Mixed-Outcome Team Profiles:''' * Very junior teams lacking context for effective AI use * Large teams (>15 members) with coordination challenges * Distributed teams with limited synchronous collaboration * Teams under high delivery pressure with limited adaptation time
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